{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 计算机视觉¶\n",
    "- 分析远程图像\n",
    "- 分析本地图片\n",
    "- 生成缩略图\n",
    "- 提取印刷体文本和手写文本"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ①分析远程图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"people_portrait\", \"score\": 0.359375, \"detail\": {\"celebrities\": []}}], \"color\": {\"dominantColorForeground\": \"White\", \"dominantColorBackground\": \"White\", \"dominantColors\": [\"White\"], \"accentColor\": \"8C443F\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"person\", \"clothing\", \"young\", \"holding\", \"posing\", \"shirt\", \"woman\", \"boy\", \"wearing\", \"hair\", \"man\", \"standing\"], \"captions\": [{\"text\": \"a person posing for the camera\", \"confidence\": 0.9479476277329891}]}, \"requestId\": \"4c5b8aa2-6823-4c32-be08-ef5a344a2853\", \"metadata\": {\"height\": 980, \"width\": 700, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "endpoint = \"https://for-zhuangjw.cognitiveservices.azure.com/\"\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "subscription_key = \"1af47f339a5949c0be6525a19bf35091\"\n",
    "\n",
    "# base url\n",
    "analyze_url = endpoint+ \"vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://b-ssl.duitang.com/uploads/item/201807/31/20180731214616_LAUkc.thumb.700_0.jpeg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "# 参数\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "# 请求主体body\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ②分析本地图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'people_', 'score': 0.94140625, 'detail': {'celebrities': []}}], 'color': {'dominantColorForeground': 'Brown', 'dominantColorBackground': 'White', 'dominantColors': ['White'], 'accentColor': '5F5358', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['person', 'clothing', 'indoor', 'man', 'necktie', 'young', 'standing', 'posing', 'boy', 'shirt', 'photo', 'wearing', 'front', 'holding', 'woman', 'suit', 'glasses', 'smiling', 'dressed', 'room'], 'captions': [{'text': 'a person posing for the camera', 'confidence': 0.9805894875705523}]}, 'requestId': '91199c48-7b77-4cf9-a198-e67584151ba8', 'metadata': {'height': 646, 'width': 400, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "# analyze_url = endpoint + \"vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_path to the local path of an image that you want to analyze.\n",
    "image_path = \"洪知秀.jpg\"\n",
    "# Read the image into a byte array\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"1af47f339a5949c0be6525a19bf35091\",\n",
    "           'Content-Type': 'application/octet-stream',}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ③生成缩略图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 100-by-100\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "thumbnail_url = \"https://for-zhuangjw.cognitiveservices.azure.com/\" + \"vision/v2.1/generateThumbnail\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://p2.ssl.qhimgs1.com/sdr/400__/t01524bb9525f7d0c1c.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"dd748cf10bf9404399e5416d9399e218\"}\n",
    "params = {'width': '100', 'height': '100', 'smartCropping': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "\n",
    "# Display the thumbnail.\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "\n",
    "# Verify the thumbnail size.\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
